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-rw-r--r--docs/README.md2
-rw-r--r--docs/bagel-programming-guide.md37
-rw-r--r--docs/configuration.md18
-rw-r--r--docs/css/bootstrap.min.css2
-rw-r--r--docs/index.md10
-rw-r--r--docs/java-programming-guide.md33
-rw-r--r--docs/python-programming-guide.md7
-rw-r--r--docs/quick-start.md12
-rw-r--r--docs/scala-programming-guide.md22
-rw-r--r--docs/spark-debugger.md4
-rw-r--r--docs/streaming-custom-receivers.md40
-rw-r--r--docs/streaming-programming-guide.md46
-rw-r--r--docs/tuning.md13
13 files changed, 125 insertions, 121 deletions
diff --git a/docs/README.md b/docs/README.md
index c2b3497bb3..dfcf753553 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -1,6 +1,6 @@
Welcome to the Spark documentation!
-This readme will walk you through navigating and building the Spark documentation, which is included here with the Spark source code. You can also find documentation specific to release versions of Spark at http://spark-project.org/documentation.html.
+This readme will walk you through navigating and building the Spark documentation, which is included here with the Spark source code. You can also find documentation specific to release versions of Spark at http://spark.incubator.apache.org/documentation.html.
Read on to learn more about viewing documentation in plain text (i.e., markdown) or building the documentation yourself. Why build it yourself? So that you have the docs that corresponds to whichever version of Spark you currently have checked out of revision control.
diff --git a/docs/bagel-programming-guide.md b/docs/bagel-programming-guide.md
index c526da3ca0..583684913d 100644
--- a/docs/bagel-programming-guide.md
+++ b/docs/bagel-programming-guide.md
@@ -9,16 +9,15 @@ In the Pregel programming model, jobs run as a sequence of iterations called _su
This guide shows the programming model and features of Bagel by walking through an example implementation of PageRank on Bagel.
-## Linking with Bagel
+# Linking with Bagel
-To write a Bagel application, you will need to add Spark, its dependencies, and Bagel to your CLASSPATH:
+To use Bagel in your program, add the following SBT or Maven dependency:
-1. Run `sbt/sbt update` to fetch Spark's dependencies, if you haven't already done so.
-2. Run `sbt/sbt assembly` to build Spark and its dependencies into one JAR (`core/target/spark-core-assembly-{{site.SPARK_VERSION}}.jar`)
-3. Run `sbt/sbt package` build the Bagel JAR (`bagel/target/scala_{{site.SCALA_VERSION}}/spark-bagel_{{site.SCALA_VERSION}}-{{site.SPARK_VERSION}}.jar`).
-4. Add these two JARs to your CLASSPATH.
+ groupId = org.apache.spark
+ artifactId = spark-bagel_{{site.SCALA_VERSION}}
+ version = {{site.SPARK_VERSION}}
-## Programming Model
+# Programming Model
Bagel operates on a graph represented as a [distributed dataset](scala-programming-guide.html) of (K, V) pairs, where keys are vertex IDs and values are vertices plus their associated state. In each superstep, Bagel runs a user-specified compute function on each vertex that takes as input the current vertex state and a list of messages sent to that vertex during the previous superstep, and returns the new vertex state and a list of outgoing messages.
@@ -29,8 +28,8 @@ representing the current PageRank of the vertex, and similarly extend
the `Message` and `Edge` classes. Note that these need to be marked `@serializable` to allow Spark to transfer them across machines. We also import the Bagel types and implicit conversions.
{% highlight scala %}
-import spark.bagel._
-import spark.bagel.Bagel._
+import org.apache.spark.bagel._
+import org.apache.spark.bagel.Bagel._
@serializable class PREdge(val targetId: String) extends Edge
@@ -89,7 +88,7 @@ Finally, we print the results.
println(result.map(v => "%s\t%s\n".format(v.id, v.rank)).collect.mkString)
{% endhighlight %}
-### Combiners
+## Combiners
Sending a message to another vertex generally involves expensive communication over the network. For certain algorithms, it's possible to reduce the amount of communication using _combiners_. For example, if the compute function receives integer messages and only uses their sum, it's possible for Bagel to combine multiple messages to the same vertex by summing them.
@@ -97,7 +96,7 @@ For combiner support, Bagel can optionally take a set of combiner functions that
_Example: PageRank with combiners_
-### Aggregators
+## Aggregators
Aggregators perform a reduce across all vertices after each superstep, and provide the result to each vertex in the next superstep.
@@ -105,11 +104,11 @@ For aggregator support, Bagel can optionally take an aggregator function that re
_Example_
-### Operations
+## Operations
-Here are the actions and types in the Bagel API. See [Bagel.scala](https://github.com/mesos/spark/blob/master/bagel/src/main/scala/spark/bagel/Bagel.scala) for details.
+Here are the actions and types in the Bagel API. See [Bagel.scala](https://github.com/apache/incubator-spark/blob/master/bagel/src/main/scala/spark/bagel/Bagel.scala) for details.
-#### Actions
+### Actions
{% highlight scala %}
/*** Full form ***/
@@ -133,7 +132,7 @@ Bagel.run(sc, vertices, messages, numSplits)(compute)
// and returns (newVertex: V, outMessages: Array[M])
{% endhighlight %}
-#### Types
+### Types
{% highlight scala %}
trait Combiner[M, C] {
@@ -156,6 +155,10 @@ trait Message[K] {
}
{% endhighlight %}
-## Where to Go from Here
+# Where to Go from Here
-Two example jobs, PageRank and shortest path, are included in `examples/src/main/scala/spark/examples/bagel`. You can run them by passing the class name to the `run-example` script included in Spark -- for example, `./run-example spark.examples.bagel.WikipediaPageRank`. Each example program prints usage help when run without any arguments.
+Two example jobs, PageRank and shortest path, are included in `examples/src/main/scala/org/apache/spark/examples/bagel`. You can run them by passing the class name to the `run-example` script included in Spark; e.g.:
+
+ ./run-example org.apache.spark.examples.bagel.WikipediaPageRank
+
+Each example program prints usage help when run without any arguments.
diff --git a/docs/configuration.md b/docs/configuration.md
index 1c0492efb3..58e9434bdc 100644
--- a/docs/configuration.md
+++ b/docs/configuration.md
@@ -36,13 +36,13 @@ there are at least five properties that you will commonly want to control:
</tr>
<tr>
<td>spark.serializer</td>
- <td>spark.JavaSerializer</td>
+ <td>org.apache.spark.serializer.<br />JavaSerializer</td>
<td>
Class to use for serializing objects that will be sent over the network or need to be cached
in serialized form. The default of Java serialization works with any Serializable Java object but is
- quite slow, so we recommend <a href="tuning.html">using <code>spark.KryoSerializer</code>
+ quite slow, so we recommend <a href="tuning.html">using <code>org.apache.spark.serializer.KryoSerializer</code>
and configuring Kryo serialization</a> when speed is necessary. Can be any subclass of
- <a href="api/core/index.html#spark.Serializer"><code>spark.Serializer</code></a>.
+ <a href="api/core/index.html#org.apache.spark.serializer.Serializer"><code>org.apache.spark.Serializer</code></a>.
</td>
</tr>
<tr>
@@ -50,8 +50,8 @@ there are at least five properties that you will commonly want to control:
<td>(none)</td>
<td>
If you use Kryo serialization, set this class to register your custom classes with Kryo.
- You need to set it to a class that extends
- <a href="api/core/index.html#spark.KryoRegistrator"><code>spark.KryoRegistrator</code></a>.
+ It should be set to a class that extends
+ <a href="api/core/index.html#org.apache.spark.serializer.KryoRegistrator"><code>KryoRegistrator</code></a>.
See the <a href="tuning.html#data-serialization">tuning guide</a> for more details.
</td>
</tr>
@@ -147,10 +147,10 @@ Apart from these, the following properties are also available, and may be useful
</tr>
<tr>
<td>spark.io.compression.codec</td>
- <td>spark.io.SnappyCompressionCodec</td>
+ <td>org.apache.spark.io.<br />SnappyCompressionCodec</td>
<td>
The compression codec class to use for various compressions. By default, Spark provides two
- codecs: <code>spark.io.LZFCompressionCodec</code> and <code>spark.io.SnappyCompressionCodec</code>.
+ codecs: <code>org.apache.spark.io.LZFCompressionCodec</code> and <code>org.apache.spark.io.SnappyCompressionCodec</code>.
</td>
</tr>
<tr>
@@ -171,7 +171,7 @@ Apart from these, the following properties are also available, and may be useful
</tr>
<tr>
<td>spark.closure.serializer</td>
- <td>spark.JavaSerializer</td>
+ <td>org.apache.spark.serializer.<br />JavaSerializer</td>
<td>
Serializer class to use for closures. Generally Java is fine unless your distributed functions
(e.g. map functions) reference large objects in the driver program.
@@ -198,7 +198,7 @@ Apart from these, the following properties are also available, and may be useful
</tr>
<tr>
<td>spark.broadcast.factory</td>
- <td>spark.broadcast.HttpBroadcastFactory</td>
+ <td>org.apache.spark.broadcast.<br />HttpBroadcastFactory</td>
<td>
Which broadcast implementation to use.
</td>
diff --git a/docs/css/bootstrap.min.css b/docs/css/bootstrap.min.css
index cf4c519cdc..3444ed79e2 100644
--- a/docs/css/bootstrap.min.css
+++ b/docs/css/bootstrap.min.css
@@ -6,4 +6,4 @@
* http://www.apache.org/licenses/LICENSE-2.0
*
* Designed and built with all the love in the world @twitter by @mdo and @fat.
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diff --git a/docs/index.md b/docs/index.md
index 0ea0e103e4..3cf9cc1c64 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -3,8 +3,8 @@ layout: global
title: Spark Overview
---
-Apache Spark is a cluster computing system that aims to make data analytics faster to run and faster to write.
-It provides high-level APIs in [Scala](scala-programming-guide.html), [Java](java-programming-guide.html), and [Python](python-programming-guide.html), and a general execution engine that supports rich operator graphs.
+Apache Spark is a fast and general-purpose cluster computing system.
+It provides high-level APIs in [Scala](scala-programming-guide.html), [Java](java-programming-guide.html), and [Python](python-programming-guide.html) that make parallel jobs easy to write, and an optimized engine that supports general computation graphs.
Spark can run on the Apache Mesos cluster manager, Hadoop YARN, Amazon EC2, or without an independent resource manager ("standalone mode").
# Downloading
@@ -24,8 +24,8 @@ For its Scala API, Spark {{site.SPARK_VERSION}} depends on Scala {{site.SCALA_VE
Spark comes with several sample programs in the `examples` directory.
To run one of the samples, use `./run-example <class> <params>` in the top-level Spark directory
(the `run-example` script sets up the appropriate paths and launches that program).
-For example, `./run-example spark.examples.SparkPi` will run a sample program that estimates Pi. Each
-example prints usage help if no params are given.
+For example, try `./run-example org.apache.spark.examples.SparkPi local`.
+Each example prints usage help when run with no parameters.
Note that all of the sample programs take a `<master>` parameter specifying the cluster URL
to connect to. This can be a [URL for a distributed cluster](scala-programming-guide.html#master-urls),
@@ -95,7 +95,7 @@ In addition, if you wish to run Spark on [YARN](running-on-yarn.md), set
exercises about Spark, Shark, Mesos, and more. [Videos](http://ampcamp.berkeley.edu/agenda-2012),
[slides](http://ampcamp.berkeley.edu/agenda-2012) and [exercises](http://ampcamp.berkeley.edu/exercises-2012) are
available online for free.
-* [Code Examples](http://spark.incubator.apache.org/examples.html): more are also available in the [examples subfolder](https://github.com/mesos/spark/tree/master/examples/src/main/scala/) of Spark
+* [Code Examples](http://spark.incubator.apache.org/examples.html): more are also available in the [examples subfolder](https://github.com/apache/incubator-spark/tree/master/examples/src/main/scala/) of Spark
* [Paper Describing Spark](http://www.cs.berkeley.edu/~matei/papers/2012/nsdi_spark.pdf)
* [Paper Describing Spark Streaming](http://www.eecs.berkeley.edu/Pubs/TechRpts/2012/EECS-2012-259.pdf)
diff --git a/docs/java-programming-guide.md b/docs/java-programming-guide.md
index dd19a5f0c9..53085cc671 100644
--- a/docs/java-programming-guide.md
+++ b/docs/java-programming-guide.md
@@ -10,9 +10,9 @@ easy to follow even if you don't know Scala.
This guide will show how to use the Spark features described there in Java.
The Spark Java API is defined in the
-[`spark.api.java`](api/core/index.html#spark.api.java.package) package, and includes
-a [`JavaSparkContext`](api/core/index.html#spark.api.java.JavaSparkContext) for
-initializing Spark and [`JavaRDD`](api/core/index.html#spark.api.java.JavaRDD) classes,
+[`org.apache.spark.api.java`](api/core/index.html#org.apache.spark.api.java.package) package, and includes
+a [`JavaSparkContext`](api/core/index.html#org.apache.spark.api.java.JavaSparkContext) for
+initializing Spark and [`JavaRDD`](api/core/index.html#org.apache.spark.api.java.JavaRDD) classes,
which support the same methods as their Scala counterparts but take Java functions and return
Java data and collection types. The main differences have to do with passing functions to RDD
operations (e.g. map) and handling RDDs of different types, as discussed next.
@@ -23,12 +23,12 @@ There are a few key differences between the Java and Scala APIs:
* Java does not support anonymous or first-class functions, so functions must
be implemented by extending the
- [`spark.api.java.function.Function`](api/core/index.html#spark.api.java.function.Function),
- [`Function2`](api/core/index.html#spark.api.java.function.Function2), etc.
+ [`org.apache.spark.api.java.function.Function`](api/core/index.html#org.apache.spark.api.java.function.Function),
+ [`Function2`](api/core/index.html#org.apache.spark.api.java.function.Function2), etc.
classes.
* To maintain type safety, the Java API defines specialized Function and RDD
classes for key-value pairs and doubles. For example,
- [`JavaPairRDD`](api/core/index.html#spark.api.java.JavaPairRDD)
+ [`JavaPairRDD`](api/core/index.html#org.apache.spark.api.java.JavaPairRDD)
stores key-value pairs.
* RDD methods like `collect()` and `countByKey()` return Java collections types,
such as `java.util.List` and `java.util.Map`.
@@ -44,8 +44,8 @@ In the Scala API, these methods are automatically added using Scala's
[implicit conversions](http://www.scala-lang.org/node/130) mechanism.
In the Java API, the extra methods are defined in the
-[`JavaPairRDD`](api/core/index.html#spark.api.java.JavaPairRDD)
-and [`JavaDoubleRDD`](api/core/index.html#spark.api.java.JavaDoubleRDD)
+[`JavaPairRDD`](api/core/index.html#org.apache.spark.api.java.JavaPairRDD)
+and [`JavaDoubleRDD`](api/core/index.html#org.apache.spark.api.java.JavaDoubleRDD)
classes. RDD methods like `map` are overloaded by specialized `PairFunction`
and `DoubleFunction` classes, allowing them to return RDDs of the appropriate
types. Common methods like `filter` and `sample` are implemented by
@@ -75,7 +75,7 @@ class has a single abstract method, `call()`, that must be implemented.
## Storage Levels
RDD [storage level](scala-programming-guide.html#rdd-persistence) constants, such as `MEMORY_AND_DISK`, are
-declared in the [spark.api.java.StorageLevels](api/core/index.html#spark.api.java.StorageLevels) class. To
+declared in the [org.apache.spark.api.java.StorageLevels](api/core/index.html#org.apache.spark.api.java.StorageLevels) class. To
define your own storage level, you can use StorageLevels.create(...).
@@ -92,8 +92,8 @@ The Java API supports other Spark features, including
As an example, we will implement word count using the Java API.
{% highlight java %}
-import spark.api.java.*;
-import spark.api.java.function.*;
+import org.apache.spark.api.java.*;
+import org.apache.spark.api.java.function.*;
JavaSparkContext sc = new JavaSparkContext(...);
JavaRDD<String> lines = ctx.textFile("hdfs://...");
@@ -179,7 +179,7 @@ just a matter of style.
# Javadoc
We currently provide documentation for the Java API as Scaladoc, in the
-[`spark.api.java` package](api/core/index.html#spark.api.java.package), because
+[`org.apache.spark.api.java` package](api/core/index.html#org.apache.spark.api.java.package), because
some of the classes are implemented in Scala. The main downside is that the types and function
definitions show Scala syntax (for example, `def reduce(func: Function2[T, T]): T` instead of
`T reduce(Function2<T, T> func)`).
@@ -189,7 +189,10 @@ We hope to generate documentation with Java-style syntax in the future.
# Where to Go from Here
Spark includes several sample programs using the Java API in
-[`examples/src/main/java`](https://github.com/mesos/spark/tree/master/examples/src/main/java/spark/examples). You can run them by passing the class name to the
-`run-example` script included in Spark -- for example, `./run-example
-spark.examples.JavaWordCount`. Each example program prints usage help when run
+[`examples/src/main/java`](https://github.com/apache/incubator-spark/tree/master/examples/src/main/java/org/apache/spark/examples). You can run them by passing the class name to the
+`run-example` script included in Spark; for example:
+
+ ./run-example org.apache.spark.examples.JavaWordCount
+
+Each example program prints usage help when run
without any arguments.
diff --git a/docs/python-programming-guide.md b/docs/python-programming-guide.md
index 27e0d10080..8a539fe774 100644
--- a/docs/python-programming-guide.md
+++ b/docs/python-programming-guide.md
@@ -135,8 +135,11 @@ Code dependencies can be added to an existing SparkContext using its `addPyFile(
# Where to Go from Here
-PySpark includes several sample programs in the [`python/examples` folder](https://github.com/mesos/spark/tree/master/python/examples).
-You can run them by passing the files to the `pyspark` script -- for example `./pyspark python/examples/wordcount.py`.
+PySpark includes several sample programs in the [`python/examples` folder](https://github.com/apache/incubator-spark/tree/master/python/examples).
+You can run them by passing the files to the `pyspark` script; e.g.:
+
+ ./pyspark python/examples/wordcount.py
+
Each program prints usage help when run without arguments.
We currently provide [API documentation](api/pyspark/index.html) for the Python API as Epydoc.
diff --git a/docs/quick-start.md b/docs/quick-start.md
index 4507b21c5e..70c3df8095 100644
--- a/docs/quick-start.md
+++ b/docs/quick-start.md
@@ -108,8 +108,8 @@ We'll create a very simple Spark job in Scala. So simple, in fact, that it's nam
{% highlight scala %}
/*** SimpleJob.scala ***/
-import spark.SparkContext
-import SparkContext._
+import org.apache.spark.SparkContext
+import org.apache.spark.SparkContext._
object SimpleJob {
def main(args: Array[String]) {
@@ -135,7 +135,7 @@ version := "1.0"
scalaVersion := "{{site.SCALA_VERSION}}"
-libraryDependencies += "org.spark-project" %% "spark-core" % "{{site.SPARK_VERSION}}"
+libraryDependencies += "org.apache.spark" %% "spark-core" % "{{site.SPARK_VERSION}}"
resolvers += "Akka Repository" at "http://repo.akka.io/releases/"
{% endhighlight %}
@@ -170,8 +170,8 @@ We'll create a very simple Spark job, `SimpleJob.java`:
{% highlight java %}
/*** SimpleJob.java ***/
-import spark.api.java.*;
-import spark.api.java.function.Function;
+import org.apache.spark.api.java.*;
+import org.apache.spark.api.java.function.Function;
public class SimpleJob {
public static void main(String[] args) {
@@ -213,7 +213,7 @@ To build the job, we also write a Maven `pom.xml` file that lists Spark as a dep
</repositories>
<dependencies>
<dependency> <!-- Spark dependency -->
- <groupId>org.spark-project</groupId>
+ <groupId>org.apache.spark</groupId>
<artifactId>spark-core_{{site.SCALA_VERSION}}</artifactId>
<version>{{site.SPARK_VERSION}}</version>
</dependency>
diff --git a/docs/scala-programming-guide.md b/docs/scala-programming-guide.md
index e321b8f5b8..f7768e55fc 100644
--- a/docs/scala-programming-guide.md
+++ b/docs/scala-programming-guide.md
@@ -21,7 +21,7 @@ Spark {{site.SPARK_VERSION}} uses Scala {{site.SCALA_VERSION}}. If you write app
To write a Spark application, you need to add a dependency on Spark. If you use SBT or Maven, Spark is available through Maven Central at:
- groupId = org.spark-project
+ groupId = org.apache.spark
artifactId = spark-core_{{site.SCALA_VERSION}}
version = {{site.SPARK_VERSION}}
@@ -36,8 +36,8 @@ For other build systems, you can run `sbt/sbt assembly` to pack Spark and its de
Finally, you need to import some Spark classes and implicit conversions into your program. Add the following lines:
{% highlight scala %}
-import spark.SparkContext
-import SparkContext._
+import org.apache.spark.SparkContext
+import org.apache.spark.SparkContext._
{% endhighlight %}
# Initializing Spark
@@ -142,7 +142,7 @@ All transformations in Spark are <i>lazy</i>, in that they do not compute their
By default, each transformed RDD is recomputed each time you run an action on it. However, you may also *persist* an RDD in memory using the `persist` (or `cache`) method, in which case Spark will keep the elements around on the cluster for much faster access the next time you query it. There is also support for persisting datasets on disk, or replicated across the cluster. The next section in this document describes these options.
-The following tables list the transformations and actions currently supported (see also the [RDD API doc](api/core/index.html#spark.RDD) for details):
+The following tables list the transformations and actions currently supported (see also the [RDD API doc](api/core/index.html#org.apache.spark.RDD) for details):
### Transformations
@@ -211,7 +211,7 @@ The following tables list the transformations and actions currently supported (s
</tr>
</table>
-A complete list of transformations is available in the [RDD API doc](api/core/index.html#spark.RDD).
+A complete list of transformations is available in the [RDD API doc](api/core/index.html#org.apache.spark.RDD).
### Actions
@@ -259,7 +259,7 @@ A complete list of transformations is available in the [RDD API doc](api/core/in
</tr>
</table>
-A complete list of actions is available in the [RDD API doc](api/core/index.html#spark.RDD).
+A complete list of actions is available in the [RDD API doc](api/core/index.html#org.apache.spark.RDD).
## RDD Persistence
@@ -267,7 +267,7 @@ One of the most important capabilities in Spark is *persisting* (or *caching*) a
You can mark an RDD to be persisted using the `persist()` or `cache()` methods on it. The first time it is computed in an action, it will be kept in memory on the nodes. The cache is fault-tolerant -- if any partition of an RDD is lost, it will automatically be recomputed using the transformations that originally created it.
-In addition, each RDD can be stored using a different *storage level*, allowing you, for example, to persist the dataset on disk, or persist it in memory but as serialized Java objects (to save space), or even replicate it across nodes. These levels are chosen by passing a [`spark.storage.StorageLevel`](api/core/index.html#spark.storage.StorageLevel) object to `persist()`. The `cache()` method is a shorthand for using the default storage level, which is `StorageLevel.MEMORY_ONLY` (store deserialized objects in memory). The complete set of available storage levels is:
+In addition, each RDD can be stored using a different *storage level*, allowing you, for example, to persist the dataset on disk, or persist it in memory but as serialized Java objects (to save space), or even replicate it across nodes. These levels are chosen by passing a [`org.apache.spark.storage.StorageLevel`](api/core/index.html#org.apache.spark.storage.StorageLevel) object to `persist()`. The `cache()` method is a shorthand for using the default storage level, which is `StorageLevel.MEMORY_ONLY` (store deserialized objects in memory). The complete set of available storage levels is:
<table class="table">
<tr><th style="width:23%">Storage Level</th><th>Meaning</th></tr>
@@ -318,7 +318,7 @@ We recommend going through the following process to select one:
application). *All* the storage levels provide full fault tolerance by recomputing lost data, but the replicated ones
let you continue running tasks on the RDD without waiting to recompute a lost partition.
-If you want to define your own storage level (say, with replication factor of 3 instead of 2), then use the function factor method `apply()` of the [`StorageLevel`](api/core/index.html#spark.storage.StorageLevel$) singleton object.
+If you want to define your own storage level (say, with replication factor of 3 instead of 2), then use the function factor method `apply()` of the [`StorageLevel`](api/core/index.html#org.apache.spark.storage.StorageLevel$) singleton object.
# Shared Variables
@@ -364,7 +364,11 @@ res2: Int = 10
# Where to Go from Here
You can see some [example Spark programs](http://www.spark-project.org/examples.html) on the Spark website.
-In addition, Spark includes several sample programs in `examples/src/main/scala`. Some of them have both Spark versions and local (non-parallel) versions, allowing you to see what had to be changed to make the program run on a cluster. You can run them using by passing the class name to the `run-example` script included in Spark -- for example, `./run-example spark.examples.SparkPi`. Each example program prints usage help when run without any arguments.
+In addition, Spark includes several samples in `examples/src/main/scala`. Some of them have both Spark versions and local (non-parallel) versions, allowing you to see what had to be changed to make the program run on a cluster. You can run them using by passing the class name to the `run-example` script included in Spark; for example:
+
+ ./run-example org.apache.spark.examples.SparkPi
+
+Each example program prints usage help when run without any arguments.
For help on optimizing your program, the [configuration](configuration.html) and
[tuning](tuning.html) guides provide information on best practices. They are especially important for
diff --git a/docs/spark-debugger.md b/docs/spark-debugger.md
index f6f0988858..d6315d97f4 100644
--- a/docs/spark-debugger.md
+++ b/docs/spark-debugger.md
@@ -2,7 +2,7 @@
layout: global
title: The Spark Debugger
---
-**Summary:** The Spark debugger provides replay debugging for deterministic (logic) errors in Spark programs. It's currently in development, but you can try it out in the [arthur branch](https://github.com/mesos/spark/tree/arthur).
+**Summary:** The Spark debugger provides replay debugging for deterministic (logic) errors in Spark programs. It's currently in development, but you can try it out in the [arthur branch](https://github.com/apache/incubator-spark/tree/arthur).
## Introduction
@@ -19,7 +19,7 @@ For deterministic errors, debugging a Spark program is now as easy as debugging
## Approach
-As your Spark program runs, the slaves report key events back to the master -- for example, RDD creations, RDD contents, and uncaught exceptions. (A full list of event types is in [EventLogging.scala](https://github.com/mesos/spark/blob/arthur/core/src/main/scala/spark/EventLogging.scala).) The master logs those events, and you can load the event log into the debugger after your program is done running.
+As your Spark program runs, the slaves report key events back to the master -- for example, RDD creations, RDD contents, and uncaught exceptions. (A full list of event types is in [EventLogging.scala](https://github.com/apache/incubator-spark/blob/arthur/core/src/main/scala/spark/EventLogging.scala).) The master logs those events, and you can load the event log into the debugger after your program is done running.
_A note on nondeterminism:_ For fault recovery, Spark requires RDD transformations (for example, the function passed to `RDD.map`) to be deterministic. The Spark debugger also relies on this property, and it can also warn you if your transformation is nondeterministic. This works by checksumming the contents of each RDD and comparing the checksums from the original execution to the checksums after recomputing the RDD in the debugger.
diff --git a/docs/streaming-custom-receivers.md b/docs/streaming-custom-receivers.md
index dfa343bf94..4e27d6559c 100644
--- a/docs/streaming-custom-receivers.md
+++ b/docs/streaming-custom-receivers.md
@@ -1,24 +1,22 @@
---
layout: global
-title: Tutorial - Spark Streaming, Plugging in a custom receiver.
+title: Spark Streaming Custom Receivers
---
A "Spark Streaming" receiver can be a simple network stream, streams of messages from a message queue, files etc. A receiver can also assume roles more than just receiving data like filtering, preprocessing, to name a few of the possibilities. The api to plug-in any user defined custom receiver is thus provided to encourage development of receivers which may be well suited to ones specific need.
This guide shows the programming model and features by walking through a simple sample receiver and corresponding Spark Streaming application.
-### Write a simple receiver
+### Writing a Simple Receiver
-This starts with implementing [NetworkReceiver](#References)
+This starts with implementing [NetworkReceiver](api/streaming/index.html#org.apache.spark.streaming.dstream.NetworkReceiver).
-Following is a simple socket text-stream receiver.
+The following is a simple socket text-stream receiver.
{% highlight scala %}
-
- class SocketTextStreamReceiver(host: String,
- port: Int
- ) extends NetworkReceiver[String] {
-
+ class SocketTextStreamReceiver(host: String, port: Int(
+ extends NetworkReceiver[String]
+ {
protected lazy val blocksGenerator: BlockGenerator =
new BlockGenerator(StorageLevel.MEMORY_ONLY_SER_2)
@@ -36,23 +34,20 @@ Following is a simple socket text-stream receiver.
protected def onStop() {
blocksGenerator.stop()
}
-
}
-
{% endhighlight %}
All we did here is extended NetworkReceiver and called blockGenerator's API method (i.e. +=) to push our blocks of data. Please refer to scala-docs of NetworkReceiver for more details.
-### An Actor as Receiver.
+### An Actor as Receiver
This starts with implementing [Actor](#References)
Following is a simple socket text-stream receiver, which is appearently overly simplified using Akka's socket.io api.
{% highlight scala %}
-
class SocketTextStreamReceiver (host:String,
port:Int,
bytesToString: ByteString => String) extends Actor with Receiver {
@@ -64,52 +59,41 @@ Following is a simple socket text-stream receiver, which is appearently overly s
}
}
-
-
{% endhighlight %}
All we did here is mixed in trait Receiver and called pushBlock api method to push our blocks of data. Please refer to scala-docs of Receiver for more details.
-### A sample spark application
+### A Sample Spark Application
* First create a Spark streaming context with master url and batchduration.
{% highlight scala %}
-
val ssc = new StreamingContext(master, "WordCountCustomStreamSource",
Seconds(batchDuration))
-
{% endhighlight %}
* Plug-in the custom receiver into the spark streaming context and create a DStream.
{% highlight scala %}
-
val lines = ssc.networkStream[String](new SocketTextStreamReceiver(
"localhost", 8445))
-
{% endhighlight %}
* OR Plug-in the actor as receiver into the spark streaming context and create a DStream.
{% highlight scala %}
-
val lines = ssc.actorStream[String](Props(new SocketTextStreamReceiver(
"localhost",8445, z => z.utf8String)),"SocketReceiver")
-
{% endhighlight %}
* Process it.
{% highlight scala %}
-
val words = lines.flatMap(_.split(" "))
val wordCounts = words.map(x => (x, 1)).reduceByKey(_ + _)
wordCounts.print()
ssc.start()
-
-
{% endhighlight %}
* After processing it, stream can be tested using the netcat utility.
@@ -119,12 +103,11 @@ All we did here is mixed in trait Receiver and called pushBlock api method to pu
hello hello
-## Multiple homogeneous/heterogeneous receivers.
+## Multiple Homogeneous/Heterogeneous Receivers.
A DStream union operation is provided for taking union on multiple input streams.
{% highlight scala %}
-
val lines = ssc.actorStream[String](Props(new SocketTextStreamReceiver(
"localhost",8445, z => z.utf8String)),"SocketReceiver")
@@ -133,7 +116,6 @@ A DStream union operation is provided for taking union on multiple input streams
"localhost",8446, z => z.utf8String)),"SocketReceiver")
val union = lines.union(lines2)
-
{% endhighlight %}
Above stream can be easily process as described earlier.
@@ -143,4 +125,4 @@ _A more comprehensive example is provided in the spark streaming examples_
## References
1.[Akka Actor documentation](http://doc.akka.io/docs/akka/2.0.5/scala/actors.html)
-2.[NetworkReceiver](http://spark-project.org/docs/latest/api/streaming/index.html#spark.streaming.dstream.NetworkReceiver)
+2.[NetworkReceiver](api/streaming/index.html#org.apache.spark.streaming.dstream.NetworkReceiver)
diff --git a/docs/streaming-programming-guide.md b/docs/streaming-programming-guide.md
index 3330e63598..c7df172024 100644
--- a/docs/streaming-programming-guide.md
+++ b/docs/streaming-programming-guide.md
@@ -13,6 +13,14 @@ A Spark Streaming application is very similar to a Spark application; it consist
This guide shows some how to start programming with DStreams.
+# Linking with Spark Streaming
+
+Add the following SBT or Maven dependency to your project to use Spark Streaming:
+
+ groupId = org.apache.spark
+ artifactId = spark-streaming_{{site.SCALA_VERSION}}
+ version = {{site.SPARK_VERSION}}
+
# Initializing Spark Streaming
The first thing a Spark Streaming program must do is create a `StreamingContext` object, which tells Spark how to access a cluster. A `StreamingContext` can be created by using
@@ -34,7 +42,7 @@ ssc.textFileStream(directory) // Creates a stream by monitoring and process
ssc.socketStream(hostname, port) // Creates a stream that uses a TCP socket to read data from hostname:port
{% endhighlight %}
-We also provide a input streams for Kafka, Flume, Akka actor, etc. For a complete list of input streams, take a look at the [StreamingContext API documentation](api/streaming/index.html#spark.streaming.StreamingContext).
+We also provide a input streams for Kafka, Flume, Akka actor, etc. For a complete list of input streams, take a look at the [StreamingContext API documentation](api/streaming/index.html#org.apache.spark.streaming.StreamingContext).
@@ -156,7 +164,7 @@ Spark Streaming features windowed computations, which allow you to apply transfo
</table>
-A complete list of DStream operations is available in the API documentation of [DStream](api/streaming/index.html#spark.streaming.DStream) and [PairDStreamFunctions](api/streaming/index.html#spark.streaming.PairDStreamFunctions).
+A complete list of DStream operations is available in the API documentation of [DStream](api/streaming/index.html#org.apache.spark.streaming.DStream) and [PairDStreamFunctions](api/streaming/index.html#org.apache.spark.streaming.PairDStreamFunctions).
## Output Operations
When an output operator is called, it triggers the computation of a stream. Currently the following output operators are defined:
@@ -203,11 +211,11 @@ ssc.stop()
{% endhighlight %}
# Example
-A simple example to start off is the [NetworkWordCount](https://github.com/mesos/spark/tree/master/examples/src/main/scala/spark/streaming/examples/NetworkWordCount.scala). This example counts the words received from a network server every second. Given below is the relevant sections of the source code. You can find the full source code in `<Spark repo>/streaming/src/main/scala/spark/streaming/examples/NetworkWordCount.scala` .
+A simple example to start off is the [NetworkWordCount](https://github.com/apache/incubator-spark/tree/master/examples/src/main/scala/spark/streaming/examples/NetworkWordCount.scala). This example counts the words received from a network server every second. Given below is the relevant sections of the source code. You can find the full source code in `<Spark repo>/streaming/src/main/scala/spark/streaming/examples/NetworkWordCount.scala` .
{% highlight scala %}
-import spark.streaming.{Seconds, StreamingContext}
-import spark.streaming.StreamingContext._
+import org.apache.spark.streaming.{Seconds, StreamingContext}
+import StreamingContext._
...
// Create the context and set up a network input stream to receive from a host:port
@@ -234,7 +242,7 @@ $ nc -lk 9999
Then, in a different terminal, you can start NetworkWordCount by using
{% highlight bash %}
-$ ./run-example spark.streaming.examples.NetworkWordCount local[2] localhost 9999
+$ ./run-example org.apache.spark.streaming.examples.NetworkWordCount local[2] localhost 9999
{% endhighlight %}
This will make NetworkWordCount connect to the netcat server. Any lines typed in the terminal running the netcat server will be counted and printed on screen.
@@ -272,7 +280,7 @@ Time: 1357008430000 ms
</td>
</table>
-You can find more examples in `<Spark repo>/streaming/src/main/scala/spark/streaming/examples/`. They can be run in the similar manner using `./run-example spark.streaming.examples....` . Executing without any parameter would give the required parameter list. Further explanation to run them can be found in comments in the files.
+You can find more examples in `<Spark repo>/streaming/src/main/scala/spark/streaming/examples/`. They can be run in the similar manner using `./run-example org.apache.spark.streaming.examples....` . Executing without any parameter would give the required parameter list. Further explanation to run them can be found in comments in the files.
# DStream Persistence
Similar to RDDs, DStreams also allow developers to persist the stream's data in memory. That is, using `persist()` method on a DStream would automatically persist every RDD of that DStream in memory. This is useful if the data in the DStream will be computed multiple times (e.g., multiple operations on the same data). For window-based operations like `reduceByWindow` and `reduceByKeyAndWindow` and state-based operations like `updateStateByKey`, this is implicitly true. Hence, DStreams generated by window-based operations are automatically persisted in memory, without the developer calling `persist()`.
@@ -301,8 +309,8 @@ dstream.checkpoint(checkpointInterval) // checkpointInterval must be a multiple
For DStreams that must be checkpointed (that is, DStreams created by `updateStateByKey` and `reduceByKeyAndWindow` with inverse function), the checkpoint interval of the DStream is by default set to a multiple of the DStream's sliding interval such that its at least 10 seconds.
-## Customizing Receiver
-Spark comes with a built in support for most common usage scenarios where input stream source can be either a network socket stream to support for a few message queues. Apart from that it is also possible to supply your own custom receiver via a convenient API. Find more details at [Custom Receiver Guide](streaming-custom-receivers.html)
+## Custom Receivers
+Spark comes with a built in support for most common usage scenarios where input stream source can be either a network socket stream to support for a few message queues. Apart from that it is also possible to supply your own custom receiver via a convenient API. Find more details at [Custom Receiver Guide](streaming-custom-receivers.html).
# Performance Tuning
Getting the best performance of a Spark Streaming application on a cluster requires a bit of tuning. This section explains a number of the parameters and configurations that can tuned to improve the performance of you application. At a high level, you need to consider two things:
@@ -315,7 +323,7 @@ Getting the best performance of a Spark Streaming application on a cluster requi
There are a number of optimizations that can be done in Spark to minimize the processing time of each batch. These have been discussed in detail in [Tuning Guide](tuning.html). This section highlights some of the most important ones.
### Level of Parallelism
-Cluster resources maybe under-utilized if the number of parallel tasks used in any stage of the computation is not high enough. For example, for distributed reduce operations like `reduceByKey` and `reduceByKeyAndWindow`, the default number of parallel tasks is 8. You can pass the level of parallelism as an argument (see the [`spark.PairDStreamFunctions`](api/streaming/index.html#spark.PairDStreamFunctions) documentation), or set the system property `spark.default.parallelism` to change the default.
+Cluster resources maybe under-utilized if the number of parallel tasks used in any stage of the computation is not high enough. For example, for distributed reduce operations like `reduceByKey` and `reduceByKeyAndWindow`, the default number of parallel tasks is 8. You can pass the level of parallelism as an argument (see the [`PairDStreamFunctions`](api/streaming/index.html#org.apache.spark.PairDStreamFunctions) documentation), or set the system property `spark.default.parallelism` to change the default.
### Data Serialization
The overhead of data serialization can be significant, especially when sub-second batch sizes are to be achieved. There are two aspects to it.
@@ -345,7 +353,7 @@ This value is closely tied with any window operation that is being used. Any win
## Memory Tuning
Tuning the memory usage and GC behavior of Spark applications have been discussed in great detail in the [Tuning Guide](tuning.html). It is recommended that you read that. In this section, we highlight a few customizations that are strongly recommended to minimize GC related pauses in Spark Streaming applications and achieving more consistent batch processing times.
-* **Default persistence level of DStreams**: Unlike RDDs, the default persistence level of DStreams serializes the data in memory (that is, [StorageLevel.MEMORY_ONLY_SER](api/core/index.html#spark.storage.StorageLevel$) for DStream compared to [StorageLevel.MEMORY_ONLY](api/core/index.html#spark.storage.StorageLevel$) for RDDs). Even though keeping the data serialized incurs a higher serialization overheads, it significantly reduces GC pauses.
+* **Default persistence level of DStreams**: Unlike RDDs, the default persistence level of DStreams serializes the data in memory (that is, [StorageLevel.MEMORY_ONLY_SER](api/core/index.html#org.apache.spark.storage.StorageLevel$) for DStream compared to [StorageLevel.MEMORY_ONLY](api/core/index.html#org.apache.spark.storage.StorageLevel$) for RDDs). Even though keeping the data serialized incurs a higher serialization overheads, it significantly reduces GC pauses.
* **Concurrent garbage collector**: Using the concurrent mark-and-sweep GC further minimizes the variability of GC pauses. Even though concurrent GC is known to reduce the overall processing throughput of the system, its use is still recommended to achieve more consistent batch processing times.
@@ -467,10 +475,10 @@ If the driver had crashed in the middle of the processing of time 3, then it wil
# Java API
-Similar to [Spark's Java API](java-programming-guide.html), we also provide a Java API for Spark Streaming which allows all its features to be accessible from a Java program. This is defined in [spark.streaming.api.java] (api/streaming/index.html#spark.streaming.api.java.package) package and includes [JavaStreamingContext](api/streaming/index.html#spark.streaming.api.java.JavaStreamingContext) and [JavaDStream](api/streaming/index.html#spark.streaming.api.java.JavaDStream) classes that provide the same methods as their Scala counterparts, but take Java functions (that is, Function, and Function2) and return Java data and collection types. Some of the key points to note are:
+Similar to [Spark's Java API](java-programming-guide.html), we also provide a Java API for Spark Streaming which allows all its features to be accessible from a Java program. This is defined in [org.apache.spark.streaming.api.java] (api/streaming/index.html#org.apache.spark.streaming.api.java.package) package and includes [JavaStreamingContext](api/streaming/index.html#org.apache.spark.streaming.api.java.JavaStreamingContext) and [JavaDStream](api/streaming/index.html#org.apache.spark.streaming.api.java.JavaDStream) classes that provide the same methods as their Scala counterparts, but take Java functions (that is, Function, and Function2) and return Java data and collection types. Some of the key points to note are:
-1. Functions for transformations must be implemented as subclasses of [Function](api/core/index.html#spark.api.java.function.Function) and [Function2](api/core/index.html#spark.api.java.function.Function2)
-1. Unlike the Scala API, the Java API handles DStreams for key-value pairs using a separate [JavaPairDStream](api/streaming/index.html#spark.streaming.api.java.JavaPairDStream) class(similar to [JavaRDD and JavaPairRDD](java-programming-guide.html#rdd-classes). DStream functions like `map` and `filter` are implemented separately by JavaDStreams and JavaPairDStream to return DStreams of appropriate types.
+1. Functions for transformations must be implemented as subclasses of [Function](api/core/index.html#org.apache.spark.api.java.function.Function) and [Function2](api/core/index.html#org.apache.spark.api.java.function.Function2)
+1. Unlike the Scala API, the Java API handles DStreams for key-value pairs using a separate [JavaPairDStream](api/streaming/index.html#org.apache.spark.streaming.api.java.JavaPairDStream) class(similar to [JavaRDD and JavaPairRDD](java-programming-guide.html#rdd-classes). DStream functions like `map` and `filter` are implemented separately by JavaDStreams and JavaPairDStream to return DStreams of appropriate types.
Spark's [Java Programming Guide](java-programming-guide.html) gives more ideas about using the Java API. To extends the ideas presented for the RDDs to DStreams, we present parts of the Java version of the same NetworkWordCount example presented above. The full source code is given at `<spark repo>/examples/src/main/java/spark/streaming/examples/JavaNetworkWordCount.java`
@@ -482,7 +490,7 @@ JavaDStream<String> lines = ssc.socketTextStream(ip, port);
{% endhighlight %}
-Then the `lines` are split into words by using the `flatMap` function and [FlatMapFunction](api/core/index.html#spark.api.java.function.FlatMapFunction).
+Then the `lines` are split into words by using the `flatMap` function and [FlatMapFunction](api/core/index.html#org.apache.spark.api.java.function.FlatMapFunction).
{% highlight java %}
JavaDStream<String> words = lines.flatMap(
@@ -494,7 +502,7 @@ JavaDStream<String> words = lines.flatMap(
});
{% endhighlight %}
-The `words` is then mapped to a [JavaPairDStream](api/streaming/index.html#spark.streaming.api.java.JavaPairDStream) of `(word, 1)` pairs using `map` and [PairFunction](api/core/index.html#spark.api.java.function.PairFunction). This is reduced by using `reduceByKey` and [Function2](api/core/index.html#spark.api.java.function.Function2).
+The `words` is then mapped to a [JavaPairDStream](api/streaming/index.html#org.apache.spark.streaming.api.java.JavaPairDStream) of `(word, 1)` pairs using `map` and [PairFunction](api/core/index.html#org.apache.spark.api.java.function.PairFunction). This is reduced by using `reduceByKey` and [Function2](api/core/index.html#org.apache.spark.api.java.function.Function2).
{% highlight java %}
JavaPairDStream<String, Integer> wordCounts = words.map(
@@ -513,8 +521,8 @@ JavaPairDStream<String, Integer> wordCounts = words.map(
{% endhighlight %}
-
# Where to Go from Here
-* API docs - [Scala](api/streaming/index.html#spark.streaming.package) and [Java](api/streaming/index.html#spark.streaming.api.java.package)
-* More examples - [Scala](https://github.com/mesos/spark/tree/master/examples/src/main/scala/spark/streaming/examples) and [Java](https://github.com/mesos/spark/tree/master/examples/src/main/java/spark/streaming/examples)
+
+* API docs - [Scala](api/streaming/index.html#org.apache.spark.streaming.package) and [Java](api/streaming/index.html#org.apache.spark.streaming.api.java.package)
+* More examples - [Scala](https://github.com/apache/incubator-spark/tree/master/examples/src/main/scala/spark/streaming/examples) and [Java](https://github.com/apache/incubator-spark/tree/master/examples/src/main/java/spark/streaming/examples)
* [Paper describing Spark Streaming](http://www.eecs.berkeley.edu/Pubs/TechRpts/2012/EECS-2012-259.pdf)
diff --git a/docs/tuning.md b/docs/tuning.md
index 5ffca54481..28d88a2659 100644
--- a/docs/tuning.md
+++ b/docs/tuning.md
@@ -32,24 +32,25 @@ in your operations) and performance. It provides two serialization libraries:
[`java.io.Externalizable`](http://docs.oracle.com/javase/6/docs/api/java/io/Externalizable.html).
Java serialization is flexible but often quite slow, and leads to large
serialized formats for many classes.
-* [Kryo serialization](http://code.google.com/p/kryo/wiki/V1Documentation): Spark can also use
+* [Kryo serialization](http://code.google.com/p/kryo/): Spark can also use
the Kryo library (version 2) to serialize objects more quickly. Kryo is significantly
faster and more compact than Java serialization (often as much as 10x), but does not support all
`Serializable` types and requires you to *register* the classes you'll use in the program in advance
for best performance.
-You can switch to using Kryo by calling `System.setProperty("spark.serializer", "spark.KryoSerializer")`
+You can switch to using Kryo by calling `System.setProperty("spark.serializer", "org.apache.spark.serializer.KryoSerializer")`
*before* creating your SparkContext. The only reason it is not the default is because of the custom
registration requirement, but we recommend trying it in any network-intensive application.
Finally, to register your classes with Kryo, create a public class that extends
-[`spark.KryoRegistrator`](api/core/index.html#spark.KryoRegistrator) and set the
+[`org.apache.spark.serializer.KryoRegistrator`](api/core/index.html#org.apache.spark.serializer.KryoRegistrator) and set the
`spark.kryo.registrator` system property to point to it, as follows:
{% highlight scala %}
import com.esotericsoftware.kryo.Kryo
+import org.apache.spark.serializer.KryoRegistrator
-class MyRegistrator extends spark.KryoRegistrator {
+class MyRegistrator extends KryoRegistrator {
override def registerClasses(kryo: Kryo) {
kryo.register(classOf[MyClass1])
kryo.register(classOf[MyClass2])
@@ -57,7 +58,7 @@ class MyRegistrator extends spark.KryoRegistrator {
}
// Make sure to set these properties *before* creating a SparkContext!
-System.setProperty("spark.serializer", "spark.KryoSerializer")
+System.setProperty("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
System.setProperty("spark.kryo.registrator", "mypackage.MyRegistrator")
val sc = new SparkContext(...)
{% endhighlight %}
@@ -216,7 +217,7 @@ enough. Spark automatically sets the number of "map" tasks to run on each file a
(though you can control it through optional parameters to `SparkContext.textFile`, etc), and for
distributed "reduce" operations, such as `groupByKey` and `reduceByKey`, it uses the largest
parent RDD's number of partitions. You can pass the level of parallelism as a second argument
-(see the [`spark.PairRDDFunctions`](api/core/index.html#spark.PairRDDFunctions) documentation),
+(see the [`spark.PairRDDFunctions`](api/core/index.html#org.apache.spark.rdd.PairRDDFunctions) documentation),
or set the system property `spark.default.parallelism` to change the default.
In general, we recommend 2-3 tasks per CPU core in your cluster.